{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# II - Wavefronts and optical systems\n",
    "\n",
    "First let's import HCIPy, and a few supporting libraries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from hcipy import *\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wavefronts in HCIPy are monochromatic. They consist of an electric field (as an HCIP `Field`), and a wavelength. If broadband images are needed, multiple `Wavefront`s must be constructed and propagated through the optical system, sampling the required wavelength range. Let us construct a `Wavefront`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pupil_grid = make_pupil_grid(1024)\n",
    "aperture = circular_aperture(1)(pupil_grid)\n",
    "\n",
    "wavefront = Wavefront(aperture, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A note must be made at this point regarding units. HCIPy is averse w.r.t. the used units. If the user fills in all quantities in SI, then all calculations in HCIPy will be returned in SI units. This allows the user to use any unit he/she wants, while still being able to seamlessly use dimensionless quantities. Ie. the convention that is used in this document, is that if the diameter of the aperture is 1, the wavelength is 1, and the focal length is 1 as well, then the focal-plane will be given in $\\lambda/D$.\n",
    "\n",
    "To propagate this wavefront to the focal plane, we first need to construct a grid on which the focal plane will be sampled:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "focal_grid = make_focal_grid(8, 16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This constructs a `Grid` with 8 samples per $\\lambda/D$ and a 16 $\\lambda/D$ radius field of view (so 32 $\\lambda/D$ diameter field of view). Now we can construct a Fraunhofer propagator that can actually propagate the light to the focal plane."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prop = FraunhoferPropagator(pupil_grid, focal_grid)\n",
    "\n",
    "img = prop.forward(wavefront)\n",
    "\n",
    "imshow_field(np.log10(img.intensity / img.intensity.max()), vmin=-5)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All Fourier transforms concerning the propagation are done internally. In this case a Matrix Fourier transform was used, as it was deemed quicker than a Fast Fourier transform in this case. Also note that when defining the propagator, we didn't pass the wavelength of the wavefront. This wavelength is taken from the `Wavefront` object during the propagation.\n",
    "\n",
    "Also note that a `Wavefront` supports many properties to make it easier to use. One that we used above is `Wavefront.intensity`, but others exist as well: for example `Wavefront.phase` and `Wavefront.amplitude`, which yield the phase and amplitude of the electric field respectively. All these properties are returned as `Field`s, and can therefore be shown using `imshow_field()`.\n",
    "\n",
    "For a more interesting results, let's do a propagation with physical quantities. We calculate the intensity pattern of a circular aperture with a diameter of 1cm, after a free-space propagation of 2m, at a wavelength of 500nm."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pupil_grid_2 = make_pupil_grid(1024, 0.015)\n",
    "aperture_2 = circular_aperture(0.01)(pupil_grid_2)\n",
    "\n",
    "fresnel_prop = FresnelPropagator(pupil_grid_2, 2)\n",
    "\n",
    "wf = Wavefront(aperture_2, 500e-9)\n",
    "img = fresnel_prop(wf)\n",
    "\n",
    "imshow_field(img.intensity)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The propagators shown previously are part of a larger group of optical elements. All `OpticalElement`s can propagate a `Wavefront` through them. Examples include simple `Apodizer`s, which act as an infinitely-thin screen with a (complex) transmission. A little more complicated example is `SurfaceAberration`, which simulates a surface error with a power-law PSD (power spectral density). Optical elements can be linked to represent more complicated optical systems."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\emiel por\\documents\\github\\hcipy\\hcipy\\optics\\aberration.py:39: RuntimeWarning: divide by zero encountered in power\n",
      "  res = Field(grid.as_('polar').r**exponent, grid)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "aberration = SurfaceAberration(pupil_grid, 0.25, 1)\n",
    "\n",
    "wf = Wavefront(aperture)\n",
    "img = prop(aberration(wf))\n",
    "\n",
    "imshow_field(np.log10(img.intensity / img.intensity.max()), vmin=-5)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These simple optical elements can be combined into more complicated optical systems. These include full wavefront sensor implementations and coronagraphs. Both of these will be handled in later sections.\n",
    "\n",
    "To convert a `Wavefront` into an observed image, one can simply use the `Wavefront.power` attribute, which is the `Wavefront.intensity` multiplied by the weight at each pixel. If one wants to use a more complicated detector model, HCIPy supplies a `Detector` class. and its derivatives. A detector uses an integration/readout scheme:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:11: RuntimeWarning: divide by zero encountered in log10\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flat_field = 0.01\n",
    "dark = 10\n",
    "detector = NoisyDetector(focal_grid, dark_current_rate=dark, flat_field=flat_field)\n",
    "\n",
    "wf.total_power = 5000\n",
    "img = prop(aberration(wf))\n",
    "\n",
    "detector.integrate(img, 0.5)\n",
    "image = detector.read_out()\n",
    "\n",
    "imshow_field(np.log10(image), vmax=np.log10(image).max(), vmin=0)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
